| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
-0.601 | -0.514 |
|
Retracted Output
|
-0.202 | -0.126 |
|
Institutional Self-Citation
|
-0.329 | -0.566 |
|
Discontinued Journals Output
|
-0.398 | -0.415 |
|
Hyperauthored Output
|
-0.907 | 0.594 |
|
Leadership Impact Gap
|
-0.618 | 0.284 |
|
Hyperprolific Authors
|
-1.213 | -0.275 |
|
Institutional Journal Output
|
-0.268 | -0.220 |
|
Redundant Output
|
0.861 | 0.027 |
The University of Tennessee at Chattanooga demonstrates a robust and commendable scientific integrity profile, reflected in an overall risk score of -0.398. This score indicates a performance that is not only healthy but also superior to many national benchmarks. The institution's primary strengths lie in its exceptionally low rates of output in discontinued journals, hyperprolific authorship, and publication in institutional journals, signaling strong governance and a commitment to high-quality research channels. The university also shows remarkable resilience by effectively mitigating national risk trends in hyper-authorship and impact dependency. The only area requiring strategic attention is a moderate, above-average rate of redundant output (salami slicing). According to SCImago Institutions Rankings data, the university's strongest thematic areas include Mathematics, Engineering, Computer Science, and Economics, Econometrics and Finance. This strong research integrity profile directly supports the institutional mission of "achieving excellence" and "inspiring positive change." However, the elevated risk of redundant output could, if unaddressed, subtly undermine this mission by prioritizing publication volume over the substantive, high-impact knowledge needed to "enrich and sustain our community." By leveraging its clear strengths and proactively addressing this single vulnerability, the University of Tennessee at Chattanooga is well-positioned to further solidify its reputation as a leader in responsible and excellent research.
The institution exhibits a prudent profile with a Z-score of -0.601, which is slightly more rigorous than the national standard of -0.514. This indicates that the university's processes for managing and declaring affiliations are more controlled than the national average. While multiple affiliations are often a legitimate result of researcher mobility or partnerships, disproportionately high rates can signal strategic attempts to inflate institutional credit. The university's lower-than-average score suggests a healthy and transparent approach to collaborative credit, aligning with sound scientific practice and avoiding potential reputational risks associated with "affiliation shopping."
With a Z-score of -0.202, the institution demonstrates a more rigorous performance than the national average of -0.126, both of which fall within a low-risk range. This suggests that the university's quality control mechanisms are functioning effectively, maintaining a lower rate of retractions than its peers. Retractions can be complex, sometimes resulting from honest error correction, but a rate significantly higher than average can alert to systemic failures. The institution's favorable score indicates a solid integrity culture and robust methodological rigor, minimizing the occurrence of recurring malpractice that would necessitate such corrections.
The university's rate of institutional self-citation (Z-score: -0.329) presents an incipient vulnerability, as it is slightly higher than the national average (Z-score: -0.566), despite both being in the low-risk category. This suggests the institution shows early signals that warrant review before they escalate. A certain level of self-citation is natural and reflects the continuity of established research lines. However, this slight elevation could be an early sign of a trend toward scientific isolation or 'echo chambers' where work is validated internally without sufficient external scrutiny. Proactive monitoring is recommended to ensure the institution's academic influence continues to be validated by the global community rather than being oversized by internal dynamics.
The institution demonstrates integrity synchrony with the national environment, showing a Z-score of -0.398, which is in total alignment with the country's score of -0.415. This shared position at a very low-risk level signifies maximum scientific security in the selection of publication venues. It reflects a strong institutional awareness and due diligence in avoiding predatory or low-quality journals that do not meet international ethical standards. This alignment confirms that the university's researchers are effectively navigating the publishing landscape, protecting the institution from reputational risk and ensuring resources are invested in credible dissemination channels.
The University of Tennessee, Chattanooga, shows significant institutional resilience, with a Z-score of -0.907 in a national context where this indicator represents a medium risk (Z-score: 0.594). This demonstrates that the university's internal control mechanisms are effectively mitigating a systemic risk prevalent in the country. While extensive author lists are legitimate in "Big Science," a high rate can indicate author list inflation and dilute accountability. The institution's very low score is a positive signal of a healthy culture that distinguishes between necessary massive collaboration and questionable "honorary" authorship practices, thereby upholding transparency and individual accountability.
With a low-risk Z-score of -0.618, the institution displays strong resilience against a national trend of moderate risk (Z-score: 0.284). This result indicates that the university is not overly dependent on external partners for its scientific impact. A wide positive gap can signal a sustainability risk, where prestige is exogenous and not a result of internal capacity. The university's score suggests that its scientific prestige is structural and built upon research where it exercises intellectual leadership, reflecting a robust and self-sufficient research ecosystem that generates its own high-impact work.
The institution's profile for hyperprolific authors shows low-profile consistency, with a very low-risk Z-score of -1.213 that aligns with the low-risk national standard (Z-score: -0.275). The complete absence of risk signals in this area is a positive indicator of a balanced research environment. Extreme individual publication volumes can challenge the limits of meaningful intellectual contribution and may point to risks such as coercive authorship or 'salami slicing.' The university's exceptionally low score suggests that its culture prioritizes the integrity of the scientific record and meaningful participation over the inflation of publication metrics.
A state of integrity synchrony is observed in this indicator, as the institution's Z-score of -0.268 is in lockstep with the national average of -0.220, both at a very low-risk level. This demonstrates a total alignment with an environment of maximum scientific security regarding academic endogamy. While in-house journals can be valuable, excessive dependence on them raises conflicts of interest. The university's very low score indicates that its scientific production overwhelmingly undergoes independent external peer review, ensuring its work is validated by the global community and enhancing its international visibility.
The university shows high exposure in this area, with a Z-score of 0.861 that is significantly more pronounced than the national average (Z-score: 0.027), though both fall within the medium-risk category. This suggests the institution is more prone to practices that can artificially inflate productivity. While citing previous work is necessary, a high value in this indicator alerts to the potential for data fragmentation or 'salami slicing,' where a single study is divided into minimal publishable units. This practice can distort the scientific evidence base and overburden the review system, signaling a need to reinforce a culture that prioritizes the generation of significant new knowledge over publication volume.